Bottom-up and layerwise domain adaptation for pedestrian detection in thermal images

M Kieu, AD Bagdanov, M Bertini - ACM Transactions on Multimedia …, 2021 - dl.acm.org
… up domain adaptation for thermal pedestrian detection, in this article we focus on improving
pedestrian detection results on thermal-… CNN-based thermal infrared person detection by do- …

Task-conditioned domain adaptation for pedestrian detection in thermal imagery

M Kieu, AD Bagdanov, M Bertini… - European conference on …, 2020 - Springer
domain adaptation of pedestrian detectors to thermal imagery. Our key idea is to augment a
detector … A few works have addressed pedestrian detection using thermal (IR) imagery only. …

Ship detection in thermal infrared using paired visible light images and domain adaptation via knowledge distillation

JGO Melo, L Ballan, BSP van den Broek… - … for Security and …, 2023 - spiedigitallibrary.org
… In this study, the topic of interest is object detection and tracking. CNN-based DL models …
-of-the-art for real-time object detection and recognition on the edge – a common requirement …

Deep Domain Adaptation for Pedestrian Detection in Thermal Imagery

M Kieu - 2021 - flore.unifi.it
… trained on ImageNet and adapted them to detect in the visible or infrared spectrum. Halfway
fusion … Several CNN-based pedestrian detection methods compete for the state-of-the-art on …

Illumination-Aware Hallucination-Based Domain Adaptation for Thermal Pedestrian Detection

Q Xie, TY Cheng, Z Dai, V Tran… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
… approach for domain adaptation to enhance the performance of pedestrian detection based
solely on thermal images… Beyerer, “CNN-based thermal infrared person detection by domain

Domain-specific adaptation of CNN for detecting face presentation attacks in NIR

K Kotwal, S Bhattacharjee, P Abbet… - … and Identity Science, 2022 - ieeexplore.ieee.org
… through the combination of domain adaptation and fine-tuning … Therefore, most CNN-based
face PAD methods function in a … We apply MTCNN face detector [31] to detect the face and …

[HTML][HTML] Small object detection in infrared images: Learning from imbalanced cross-domain data via domain adaptation

J Kim, J Huh, I Park, J Bak, D Kim, S Lee - Applied Sciences, 2022 - mdpi.com
… its ability to detect objects can be well adopted to other domains where objects … domain
adaptation framework to force a model to extract similar features regardless of the source domain

Deep domain adaptation based multi-spectral salient object detection

S Song, Z Miao, H Yu, J Fang, K Zheng… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… Near-infrared image in this paper refer to images containing the information of the object
under the wavelength of the near-infrared … Liu, “Multi-channel cnn-based object detection for …

Meta-uda: Unsupervised domain adaptive thermal object detection using meta-learning

V Vs, D Poster, S You, S Hu… - proceedings of the IEEE …, 2022 - openaccess.thecvf.com
CNN-based detectors can be broadly classified into two … [8] proposed TIRNet to detect
objects in thermal IR images to … unsupervised domain adaptation for thermal object detection. …

Effects of pre-processing on the performance of transfer learning based person detection in thermal images

NU Huda, R Gade, TB Moeslund - 2021 IEEE 2nd International …, 2021 - ieeexplore.ieee.org
… Beyerer, “Cnn-based thermal infrared person detection by domain adaptation,” in Autonomous
… Beyerer, “Real-time person detection in low-resolution thermal infrared imagery with mser …